import pandas as pd

movies = pd.read_csv(r'C:\Users\supry\OneDrive\Barbara_Analytics\imdb_movies.csv')
movies

pd.set_option('display.max.rows', 11000)
pd.set_option('display.max.columns', 22)

movies.info()

<class 'pandas.core.frame.DataFrame'>
Index: 10842 entries, 0 to 10865
Data columns (total 21 columns):
 #   Column                Non-Null Count  Dtype  
---  ------                --------------  -----  
 0   id                    10842 non-null  int64  
 1   imdb_id               10834 non-null  object 
 2   popularity            10842 non-null  float64
 3   budget                10842 non-null  int64  
 4   revenue               10842 non-null  int64  
 5   original_title        10842 non-null  object 
 6   cast                  10767 non-null  object 
 7   homepage              2931 non-null   object 
 8   director              10800 non-null  object 
 9   tagline               8036 non-null   object 
 10  keywords              9367 non-null   object 
 11  overview              10839 non-null  object 
 12  runtime               10842 non-null  int64  
 13  genres                10842 non-null  object 
 14  production_companies  9826 non-null   object 
 15  release_date          10842 non-null  object 
 16  vote_count            10842 non-null  int64  
 17  vote_average          10842 non-null  float64
 18  release_year          10842 non-null  int64  
 19  budget_adj            10842 non-null  float64
 20  revenue_adj           10842 non-null  float64
dtypes: float64(4), int64(6), object(11)
memory usage: 1.8+ MB

movies.head()

movies[movies.duplicated()]

movies.dropna(subset = ['genres'], inplace = True )

movies.head()

movies['profit'] = movies['revenue'] - movies['budget']

movies_genre = movies[['popularity','budget','revenue','original_title','runtime','genres','release_year','vote_count','vote_average','profit']]

movies.drop_duplicates(inplace = True)
movies['profit'] = movies['revenue'] - movies['budget']
movies_genre = movies[['popularity','budget','revenue','original_title','runtime','genres','release_date','vote_count','vote_average','profit']]

movies_genre.head()

from pandas import Series, DataFrame

movies_genre['genres'].str.split('|').apply(Series,1).stack()

C:\Users\supry\AppData\Local\Temp\ipykernel_19212\4269339884.py:3: FutureWarning: the convert_dtype parameter is deprecated and will be removed in a future version.  Do ``ser.astype(object).apply()`` instead if you want ``convert_dtype=False``.
  movies_genre['genres'].str.split('|').apply(Series,1).stack()

0      0             Action
       1          Adventure
       2    Science Fiction
       3           Thriller
1      0             Action
                 ...       
10863  0            Mystery
       1             Comedy
10864  0             Action
       1             Comedy
10865  0             Horror
Length: 26955, dtype: object

split = movies_genre['genres'].str.split('|').apply(Series,1).stack()
split.index = split.index.droplevel(-1)
split.name = 'genres_split'
del movies_genre['genres']
movies_genre = movies_genre.join(split)

C:\Users\supry\AppData\Local\Temp\ipykernel_19212\1831005858.py:1: FutureWarning: the convert_dtype parameter is deprecated and will be removed in a future version.  Do ``ser.astype(object).apply()`` instead if you want ``convert_dtype=False``.
  split = movies_genre['genres'].str.split('|').apply(Series,1).stack()

movies_genre.head()

genres_count = pd.DataFrame(movies_genre.groupby('genres_split').original_title.nunique()).sort_values('original_title',ascending = True)

genres_count

genres_count['original_title'].plot.pie(title = 'Movies Per Genre in %', autopct= '%1.1f%%', figsize = (10,10))

<Axes: title={'center': 'Movies Per Genre in %'}, ylabel='original_title'>

genres_count['original_title'].plot.barh(title = 'Movies per Genre', color = 'DarkBlue', figsize= (10,9))

<Axes: title={'center': 'Movies per Genre'}, ylabel='genres_split'>

genres_avg = movies_genre.groupby('genres_split').mean(numeric_only=True)
pd.options.display.float_format = '{:.2f}'.format

genres_avg

genres_avg.sort_values('budget', ascending = True, inplace = True)

genres_avg[['budget', 'revenue']].plot.barh(title = 'Budget and Revenue by Genre', color = ('DarkBlue', 'c'),figsize = (10,9))

<Axes: title={'center': 'Budget and Revenue by Genre'}, ylabel='genres_split'>

genres_avg.sort_values('profit', ascending = True, inplace = True)

genres_avg['profit'].plot.barh(title = 'Profit by Genre', color = ('DarkBlue'),figsize = (10,9))

<Axes: title={'center': 'Profit by Genre'}, ylabel='genres_split'>

genres_avg

genres_avg.sort_values('popularity', ascending = True, inplace = True)

genres_avg['popularity'].plot.barh(title = 'Popularity by Genre', color = ('DarkBlue'),figsize = (10,9))

<Axes: title={'center': 'Popularity by Genre'}, ylabel='genres_split'>

movies_genre.head()

vote_fifty = movies_genre[(movies_genre['vote_count'] >= 50) & (movies_genre['vote_average'] >= 8)]
vote_zero = movies_genre[movies_genre['vote_average'] >= 8]

genres_vote = pd.DataFrame(vote_zero.groupby('genres_split').vote_average.nunique()).sort_values('vote_average',ascending = True)

genres_vote

genres_vote['vote_average'].plot.barh(title = 'Popularity by Genre', color = ('DarkBlue'),figsize = (10,9))

<Axes: title={'center': 'Popularity by Genre'}, ylabel='genres_split'>

movies.drop_duplicates(inplace = True)
movies['profit'] = movies['revenue'] - movies['budget']
movies_genre = movies[['popularity','budget','revenue','original_title','runtime','genres','release_date','vote_count','vote_average','profit']]

movies_counted = movies_genre[movies_genre['vote_count'] >= 50]

movies_counted.select_dtypes(include='number').corr(method = 'spearman')

import seaborn as sns

sns.regplot(x = 'vote_average', y= 'profit', data = movies_counted, line_kws = {"color":'red'})

<Axes: xlabel='vote_average', ylabel='profit'>

movies_genre.head()

movies_counted.select_dtypes(include='number').corr(method = 'spearman')

import matplotlib.pyplot as plt
sns.regplot(x = 'popularity', y= 'profit', data = movies_counted, line_kws = {"color":'red'})
plt.figure(figsize = (20,20))
plt.show()

<Figure size 1000x2000 with 0 Axes>

movies_counted.head()

sns.regplot(x = 'budget', y= 'profit', data = movies_counted, line_kws = {"color":'red'})
plt.figure(figsize = (20,20))
plt.show()

<Figure size 2000x2000 with 0 Axes>

sns.regplot(x = 'budget', y= 'popularity', data = movies_counted, line_kws = {"color":'red'})
plt.figure(figsize = (20,20))
plt.show()

<Figure size 2000x2000 with 0 Axes>

movies_genre.head()

time_genre = pd.DataFrame(movies_genre.groupby(['release_year','genres_split'])['profit'].mean())

time_genre

final_genre = pd.pivot_table(time_genre, values = 'profit', index = [ 'genres_split'], columns = ['release_year'])

sns.set(rc= {'figure.figsize': (50,10)})

sns.heatmap(final_genre, cmap = 'YlGnBu', linewidths = .5)
plt.title('Genres by Profit per Year')

Text(0.5, 1.0, 'Genres by Profit per Year')

	id	imdb_id	popularity	budget	revenue	original_title	cast	homepage	director	tagline	keywords	overview	runtime	genres	production_companies	release_date	vote_count	vote_average	release_year	budget_adj	revenue_adj
0	135397	tt0369610	32.985763	150000000	1513528810	Jurassic World	Chris Pratt\|Bryce Dallas Howard\|Irrfan Khan\|Vi...	http://www.jurassicworld.com/	Colin Trevorrow	The park is open.	monster\|dna\|tyrannosaurus rex\|velociraptor\|island	Twenty-two years after the events of Jurassic ...	124	Action\|Adventure\|Science Fiction\|Thriller	Universal Studios\|Amblin Entertainment\|Legenda...	6/9/2015	5562	6.5	2015	137999939.3	1.392446e+09
1	76341	tt1392190	28.419936	150000000	378436354	Mad Max: Fury Road	Tom Hardy\|Charlize Theron\|Hugh Keays-Byrne\|Nic...	http://www.madmaxmovie.com/	George Miller	What a Lovely Day.	future\|chase\|post-apocalyptic\|dystopia\|australia	An apocalyptic story set in the furthest reach...	120	Action\|Adventure\|Science Fiction\|Thriller	Village Roadshow Pictures\|Kennedy Miller Produ...	5/13/2015	6185	7.1	2015	137999939.3	3.481613e+08
2	262500	tt2908446	13.112507	110000000	295238201	Insurgent	Shailene Woodley\|Theo James\|Kate Winslet\|Ansel...	http://www.thedivergentseries.movie/#insurgent	Robert Schwentke	One Choice Can Destroy You	based on novel\|revolution\|dystopia\|sequel\|dyst...	Beatrice Prior must confront her inner demons ...	119	Adventure\|Science Fiction\|Thriller	Summit Entertainment\|Mandeville Films\|Red Wago...	3/18/2015	2480	6.3	2015	101199955.5	2.716190e+08
3	140607	tt2488496	11.173104	200000000	2068178225	Star Wars: The Force Awakens	Harrison Ford\|Mark Hamill\|Carrie Fisher\|Adam D...	http://www.starwars.com/films/star-wars-episod...	J.J. Abrams	Every generation has a story.	android\|spaceship\|jedi\|space opera\|3d	Thirty years after defeating the Galactic Empi...	136	Action\|Adventure\|Science Fiction\|Fantasy	Lucasfilm\|Truenorth Productions\|Bad Robot	12/15/2015	5292	7.5	2015	183999919.0	1.902723e+09
4	168259	tt2820852	9.335014	190000000	1506249360	Furious 7	Vin Diesel\|Paul Walker\|Jason Statham\|Michelle ...	http://www.furious7.com/	James Wan	Vengeance Hits Home	car race\|speed\|revenge\|suspense\|car	Deckard Shaw seeks revenge against Dominic Tor...	137	Action\|Crime\|Thriller	Universal Pictures\|Original Film\|Media Rights ...	4/1/2015	2947	7.3	2015	174799923.1	1.385749e+09

	id	imdb_id	popularity	budget	revenue	original_title	cast	homepage	director	tagline	keywords	overview	runtime	genres	production_companies	release_date	vote_count	vote_average	release_year	budget_adj	revenue_adj	profit
0	135397	tt0369610	32.985763	150000000	1513528810	Jurassic World	Chris Pratt\|Bryce Dallas Howard\|Irrfan Khan\|Vi...	http://www.jurassicworld.com/	Colin Trevorrow	The park is open.	monster\|dna\|tyrannosaurus rex\|velociraptor\|island	Twenty-two years after the events of Jurassic ...	124	Action\|Adventure\|Science Fiction\|Thriller	Universal Studios\|Amblin Entertainment\|Legenda...	6/9/2015	5562	6.5	2015	137999939.3	1.392446e+09	1363528810
1	76341	tt1392190	28.419936	150000000	378436354	Mad Max: Fury Road	Tom Hardy\|Charlize Theron\|Hugh Keays-Byrne\|Nic...	http://www.madmaxmovie.com/	George Miller	What a Lovely Day.	future\|chase\|post-apocalyptic\|dystopia\|australia	An apocalyptic story set in the furthest reach...	120	Action\|Adventure\|Science Fiction\|Thriller	Village Roadshow Pictures\|Kennedy Miller Produ...	5/13/2015	6185	7.1	2015	137999939.3	3.481613e+08	228436354
2	262500	tt2908446	13.112507	110000000	295238201	Insurgent	Shailene Woodley\|Theo James\|Kate Winslet\|Ansel...	http://www.thedivergentseries.movie/#insurgent	Robert Schwentke	One Choice Can Destroy You	based on novel\|revolution\|dystopia\|sequel\|dyst...	Beatrice Prior must confront her inner demons ...	119	Adventure\|Science Fiction\|Thriller	Summit Entertainment\|Mandeville Films\|Red Wago...	3/18/2015	2480	6.3	2015	101199955.5	2.716190e+08	185238201
3	140607	tt2488496	11.173104	200000000	2068178225	Star Wars: The Force Awakens	Harrison Ford\|Mark Hamill\|Carrie Fisher\|Adam D...	http://www.starwars.com/films/star-wars-episod...	J.J. Abrams	Every generation has a story.	android\|spaceship\|jedi\|space opera\|3d	Thirty years after defeating the Galactic Empi...	136	Action\|Adventure\|Science Fiction\|Fantasy	Lucasfilm\|Truenorth Productions\|Bad Robot	12/15/2015	5292	7.5	2015	183999919.0	1.902723e+09	1868178225
4	168259	tt2820852	9.335014	190000000	1506249360	Furious 7	Vin Diesel\|Paul Walker\|Jason Statham\|Michelle ...	http://www.furious7.com/	James Wan	Vengeance Hits Home	car race\|speed\|revenge\|suspense\|car	Deckard Shaw seeks revenge against Dominic Tor...	137	Action\|Crime\|Thriller	Universal Pictures\|Original Film\|Media Rights ...	4/1/2015	2947	7.3	2015	174799923.1	1.385749e+09	1316249360

	popularity	budget	revenue	original_title	runtime	genres	release_date	vote_count	vote_average	profit
0	32.985763	150000000	1513528810	Jurassic World	124	Action\|Adventure\|Science Fiction\|Thriller	6/9/2015	5562	6.5	1363528810
1	28.419936	150000000	378436354	Mad Max: Fury Road	120	Action\|Adventure\|Science Fiction\|Thriller	5/13/2015	6185	7.1	228436354
2	13.112507	110000000	295238201	Insurgent	119	Adventure\|Science Fiction\|Thriller	3/18/2015	2480	6.3	185238201
3	11.173104	200000000	2068178225	Star Wars: The Force Awakens	136	Action\|Adventure\|Science Fiction\|Fantasy	12/15/2015	5292	7.5	1868178225
4	9.335014	190000000	1506249360	Furious 7	137	Action\|Crime\|Thriller	4/1/2015	2947	7.3	1316249360

	popularity	budget	revenue	original_title	runtime	release_year	vote_count	vote_average	profit	genres_split
0	32.99	150000000	1513528810	Jurassic World	124	2015	5562	6.50	1363528810	Action
0	32.99	150000000	1513528810	Jurassic World	124	2015	5562	6.50	1363528810	Adventure
0	32.99	150000000	1513528810	Jurassic World	124	2015	5562	6.50	1363528810	Science Fiction
0	32.99	150000000	1513528810	Jurassic World	124	2015	5562	6.50	1363528810	Thriller
1	28.42	150000000	378436354	Mad Max: Fury Road	120	2015	6185	7.10	228436354	Action

	original_title
genres_split
Drama	4672
Comedy	3750
Thriller	2841
Action	2339
Romance	1686
Horror	1580
Adventure	1442
Crime	1337
Family	1211
Science Fiction	1207
Fantasy	899
Mystery	796
Animation	697
Documentary	520
Music	403
History	331
War	269
Foreign	188
TV Movie	167
Western	163

Movie Genre Data Analysis¶

Research Questions (Q):¶

2. Which genres have high avg. budget and revenue?¶

3. Which genres have high avg. Profit ?¶

4. Which genres have high avg. popularity?¶

5. Which genres have highest number of movies with an voting avg. >=8?¶

Research Hypotheses (H)¶

2. The best movies according to popularity return hgih profit and revenue¶

3. Highly budgeted movies return high revenue and profit¶

4. Highly budget movies have a high popularity¶

5. Take a look at profit per genre per year¶

	popularity	budget	revenue	runtime	vote_count	vote_average	profit
genres_split
Action	0.93	27727820.33	72794732.00	104.92	392.99	5.79	45066911.67
Adventure	1.15	37543694.53	113137861.07	106.17	513.13	5.94	75594166.54
Animation	0.85	23159781.61	75256062.22	68.18	303.00	6.40	52096280.62
Comedy	0.59	13297915.62	37526242.07	96.75	176.44	5.91	24228326.45
Crime	0.74	17663801.12	42368661.65	106.92	278.81	6.12	24704860.52
Documentary	0.18	577149.15	2041106.99	102.65	35.11	6.91	1463957.85
Drama	0.59	11880717.77	29232255.73	110.48	182.54	6.17	17351537.95
Family	0.79	23359337.42	72433176.37	89.60	272.32	6.00	49073838.95
Fantasy	0.99	32612585.35	96313657.08	100.74	420.74	5.86	63701071.73
Foreign	0.19	1451434.93	1520459.84	107.23	16.63	5.98	69024.91
History	0.58	18594919.30	32011793.22	136.21	183.77	6.41	13416873.91
Horror	0.47	6226529.21	16822808.62	94.42	120.06	5.34	10596279.41
Music	0.49	9438627.55	28571768.69	105.14	124.34	6.48	19133141.14
Mystery	0.69	16119270.06	40217566.66	105.93	237.00	5.95	24098296.60
Romance	0.59	12531271.85	35691972.33	106.89	166.07	6.04	23160700.48
Science Fiction	1.00	24972680.52	70140558.03	99.42	437.10	5.67	45167877.51
TV Movie	0.27	267664.67	251497.01	91.98	34.37	5.79	-16167.66
Thriller	0.74	17207693.77	41728417.54	103.25	255.48	5.75	24520723.77
War	0.73	20891886.10	47605183.30	127.63	270.73	6.30	26713297.20
Western	0.59	18974107.98	28568709.28	117.58	205.74	6.08	9594601.31

	popularity	budget	revenue	runtime	vote_count	vote_average	profit
popularity	1.00	0.48	0.59	0.23	0.77	0.19	0.50
budget	0.48	1.00	0.71	0.36	0.55	-0.04	0.33
revenue	0.59	0.71	1.00	0.34	0.68	0.11	0.84
runtime	0.23	0.36	0.34	1.00	0.26	0.29	0.21
vote_count	0.77	0.55	0.68	0.26	1.00	0.29	0.58
vote_average	0.19	-0.04	0.11	0.29	0.29	1.00	0.20
profit	0.50	0.33	0.84	0.21	0.58	0.20	1.00

		profit
release_year	genres_split
1960	Action	6363125.00
	Adventure	431000.00
	Comedy	5258750.00
	Crime	0.00
	Drama	8245619.38
	Family	3333333.33
	Fantasy	-375000.00
	Foreign	0.00
	History	9600000.00
	Horror	4389007.43
	Music	0.00
	Romance	5225000.00
	Science Fiction	-316666.67
	Thriller	5028842.00
	War	0.00
	Western	484166.67
1961	Action	2457142.86
	Adventure	39130002.33
	Animation	211880014.00
	Comedy	22198001.40
	Crime	18828411.00
	Drama	4912698.38
	Family	42576002.80
	Fantasy	0.00
	Foreign	0.00
	History	2333333.33
	Horror	600000.00
	Music	18828411.00
	Mystery	0.00
	Romance	214285.71
	Science Fiction	0.00
	War	11450000.00
	Western	-566666.67
1962	Action	10437500.00
	Adventure	21214285.71
	Comedy	1599974.80
	Crime	3709948.67
	Drama	4373796.19
	Family	4000000.00
	Fantasy	-126.00
	Foreign	-126.00
	History	11250000.00
	Horror	231600.00
	Music	8000000.00
	Mystery	-245000.00
	Romance	-400025.20
	Science Fiction	-31000.00
	Thriller	7902857.14
	War	15000000.00
	Western	13266666.67
1963	Action	14999691.25
	Adventure	9428395.00
	Animation	0.00
	Comedy	765591.92
	Crime	369526.75
	Drama	1587307.69
	Family	-333333.33
	Fantasy	-500000.00
	Foreign	0.00
	History	4908750.00
	Horror	898558.78
	Mystery	1568014.67
	Romance	4388698.50
	Science Fiction	-375000.00
	Thriller	8612335.30
	War	1000000.00
	Western	0.00
1964	Action	24280000.00
	Adventure	24123400.00
	Animation	0.00
	Comedy	7080111.38
	Crime	1723307.30
	Drama	3726105.55
	Family	37818181.75
	Fantasy	24068181.75
	Foreign	0.00
	History	0.00
	Horror	-10833.33
	Music	30354655.20
	Mystery	1216209.75
	Romance	6722222.22
	Science Fiction	-300000.00
	Thriller	14029426.56
	War	2546757.33
	Western	0.00
1965	Action	16104504.78
	Adventure	25124276.33
	Animation	0.00
	Comedy	3264285.71
	Crime	-22500.00
	Drama	11933809.80
	Family	51671428.67
	Foreign	0.00
	History	-3440000.00
	Horror	-60000.00
	Music	76757143.00
	Mystery	0.00
	Romance	50547239.20
	Science Fiction	0.00
	TV Movie	0.00
	Thriller	11285049.36
	War	11020224.38
	Western	-950000.00
1966	Action	324785.71
	Adventure	791563.64
	Animation	-105000.00
	Comedy	-149550.00
	Crime	-275560.00
	Documentary	0.00
	Drama	1014793.06
	Family	-341828.57
	Fantasy	0.00
	Foreign	0.00
	History	0.00
	Horror	-6333.33
	Mystery	1550000.00
	Romance	1216666.67
	Science Fiction	917866.67
	Thriller	650000.00
	War	2000000.00
	Western	181714.29
1967	Action	21732786.43
	Adventure	49281873.86
	Animation	100921706.00
	Comedy	10135087.47
	Crime	12899678.71
	Documentary	0.00
	Drama	18045095.00
	Family	64281204.00
	Fantasy	-3000000.00
	Horror	-16250.00
	Music	7200000.00
	Mystery	8459992.67
	Romance	17960342.64
	Science Fiction	-16250.00
	Thriller	26892953.00
	War	20300000.00
	Western	3000000.00
1968	Action	8868478.83
	Adventure	15122159.40
	Animation	0.00
	Comedy	-1277777.78
	Crime	6762174.60
	Drama	6354859.15
	Family	-640000.00
	Fantasy	-2000000.00
	History	4433333.33
	Horror	7520356.50
	Music	2266666.67
	Mystery	25626555.75
	Romance	5444314.00
	Science Fiction	18043865.75
	Thriller	6762174.60
	War	4325000.00
	Western	5000000.00
1969	Action	5861449.30
	Adventure	16651809.40
	Animation	0.00
	Comedy	-125000.00
	Crime	31482963.00
	Drama	10317995.54
	Family	0.00
	Fantasy	0.00
	History	28102963.00
	Horror	-175000.00
	Music	0.00
	Mystery	-4000000.00
	Romance	-312500.00
	Science Fiction	0.00
	TV Movie	0.00
	Thriller	23658164.33
	War	-4000000.00
	Western	14993349.00
1970	Action	7735913.45
	Adventure	11406377.67
	Animation	25837628.50
	Comedy	11901488.58
	Crime	-2125000.00
	Documentary	0.00
	Drama	19753262.84
	Family	17225085.67
	Fantasy	0.00
	Foreign	-25000000.00
	History	18954430.33
	Horror	-12000.00
	Music	0.00
	Mystery	2499906.00
	Romance	19933333.33
	Science Fiction	5333239.33
	TV Movie	0.00
	Thriller	18097830.20
	War	33032658.20
	Western	1924075.75
1971	Action	24420144.18
	Adventure	19384323.60
	Animation	-20000000.00
	Comedy	-2577777.78
	Crime	8963316.90
	Drama	5400277.67
	Family	-9500000.00
	Fantasy	-9500000.00
	History	0.00
	Horror	-64285.71
	Music	1404330.00
	Mystery	-39701.00
	Romance	926036.67
	Science Fiction	23032984.17
	TV Movie	0.00
	Thriller	15535851.47
	War	0.00
	Western	0.00
1972	Action	15044286.10
	Adventure	26037094.60
	Animation	-850000.00
	Comedy	1375330.00
	Crime	43292307.71
	Documentary	0.00
	Drama	18008672.88
	Family	0.00
	Fantasy	-3200000.00
	Horror	-120625.00
	Music	-3000000.00
	Mystery	2275000.00
	Romance	-1320000.00
	Science Fiction	925000.00
	Thriller	10751209.80
	Western	2766000.00
1973	Action	20137695.40
	Adventure	33055567.20
	Animation	5685489.00
	Comedy	35585507.00
	Crime	20858901.59
	Documentary	0.00
	Drama	27101208.77
	Family	7014116.75
	Fantasy	11000000.00
	History	20000000.00
	Horror	28705409.67
	Music	13200000.00
	Mystery	0.43
	Romance	20448243.00
	Science Fiction	3914887.83
	TV Movie	0.00
	Thriller	44670436.50
	Western	-1159695.75
1974	Action	25552760.93
	Adventure	19484000.00
	Animation	0.00
	Comedy	21691367.33
	Crime	10176394.40
	Documentary	15000.00
	Drama	14095499.29
	Family	0.00
	Fantasy	0.00
	History	0.00
	Horror	3771750.00
	Music	0.00
	Mystery	10890943.20
	Romance	5008300.00
	Science Fiction	16542666.60
	TV Movie	0.00
	Thriller	20422368.45
	War	30000.00
	Western	57700000.00
1975	Action	8386069.60
	Adventure	66372868.50
	Animation	0.00
	Comedy	12737884.50
	Crime	11925050.00
	Documentary	0.00
	Drama	11816652.94
	Family	10000000.00
	Fantasy	5782237.00
	History	-5000000.00
	Horror	71895914.88
	Music	46247948.00
	Mystery	5209531.50
	Romance	4500000.00
	Science Fiction	14519392.64
	Thriller	41036965.54
	War	4500000.00
	Western	2674000.00
1976	Action	6284649.62
	Adventure	7435740.83
	Comedy	7094629.75
	Crime	15128454.75
	Documentary	0.00
	Drama	19786456.50
	Family	107764.00
	Fantasy	0.00
	Foreign	0.00
	History	31050000.00
	Horror	13193047.22
	Music	51666666.67
	Mystery	12847600.14
	Romance	44415812.80
	Science Fiction	8622889.00
	TV Movie	0.00
	Thriller	15391003.76
	War	0.00
	Western	9366666.67
1977	Action	78856340.43
	Adventure	77653855.40
	Animation	12963173.80
	Comedy	31794466.73
	Crime	10457329.00
	Documentary	0.00
	Drama	27544739.96
	Family	8689483.62
	Fantasy	16193583.78
	History	5687500.00
	Horror	5214071.36
	Music	87092074.00
	Mystery	89600.60
	Romance	34062856.25
	Science Fiction	99222422.00
	Thriller	18629206.08
	War	5462500.00
	Western	0.00
1978	Action	26513082.73
	Adventure	27245427.64
	Animation	14592594.00
	Comedy	22531803.07
	Crime	13713211.50
	Documentary	107317.33
	Drama	3940209.28
	Family	10053553.67
	Fantasy	51732014.20
	Foreign	0.00
	History	2719463.50
	Horror	17410468.16
	Music	57728258.33
	Mystery	3883802.43
	Romance	-1945400.00
	Science Fiction	16944787.75
	TV Movie	0.00
	Thriller	14549867.77
	War	6057500.00
	Western	0.00
1979	Action	50491896.38
	Adventure	55916447.88
	Animation	0.00
	Comedy	14143923.05
	Crime	10546254.88
	Drama	25652194.10
	Family	10188308.80
	History	-1687293.33
	Horror	20889297.27
	Music	6630919.00
	Mystery	33325000.00
	Romance	18946483.88
	Science Fiction	49920717.10
	Thriller	34464555.94
	War	17323837.00
	Western	15450492.75
1980	Action	30772157.85
	Adventure	53352266.21
	Comedy	18783545.52
	Crime	18209402.56
	Drama	5018665.84
	Family	620738.00
	Fantasy	8773027.57
	Foreign	0.00
	History	-2741923.20
	Horror	9340348.25
	Music	17675371.25
	Mystery	6672125.33
	Romance	17282288.33
	Science Fiction	54145032.55
	TV Movie	0.00
	Thriller	5377633.96
	War	3603110.00
	Western	-6944096.00
1981	Action	42250297.88
	Adventure	48792681.29
	Animation	4833333.33
	Comedy	24007735.00
	Crime	3975345.90
	Documentary	-50000.00
	Drama	9485233.50
	Family	16251581.80
	Fantasy	17152636.33
	History	6517630.00
	Horror	4794640.58
	Music	1966666.67
	Mystery	-1663383.40
	Romance	16477916.40
	Science Fiction	10546688.40
	TV Movie	0.00
	Thriller	12338441.04
	War	-14633706.50
1982	Action	24284482.12
	Adventure	109496227.70
	Animation	2343543.83
	Comedy	12940032.43
	Crime	7414955.00
	Documentary	1723872.00
	Drama	15753578.21
	Family	100695287.00
	Fantasy	69075813.54
	Foreign	0.00
	History	34868944.50
	Horror	7403869.05
	Music	6494967.33
	Mystery	6846491.20
	Romance	29638040.08
	Science Fiction	70526877.38
	TV Movie	0.00
	Thriller	22552817.82
	War	57245739.50
	Western	8579711.50
1983	Action	51350149.00
	Adventure	65783115.71
	Animation	3186961.00
	Comedy	12918510.14
	Crime	13848226.45
	Drama	13338122.46
	Family	25519492.75
	Fantasy	7768169.30
	Foreign	-2338243.00
	History	-5500000.00
	Horror	12192476.85
	Music	30759794.00
	Mystery	8785902.40
	Romance	21626363.86
	Science Fiction	43327768.12
	TV Movie	0.00
	Thriller	25917281.67
	War	0.00
	Western	7232628.00
1984	Action	36608273.64
	Adventure	25225399.55
	Animation	0.00
	Comedy	27126053.71
	Crime	25065377.33
	Documentary	1889461.00
	Drama	9719746.82
	Family	35800741.89
	Fantasy	31175558.20
	History	12972194.60
	Horror	12791679.72
	Music	12457685.73
	Mystery	11736379.75
	Romance	16056246.05
	Science Fiction	14492318.56
	TV Movie	0.00
	Thriller	12592368.67
	War	13520900.67
1985	Action	20773724.46
	Adventure	34317011.82
	Animation	-1855654.00
	Comedy	18775348.67
	Crime	7518636.00
	Documentary	0.00
	Drama	28983823.10
	Family	31510988.42
	Fantasy	-4542927.86
	History	0.00
	Horror	5772305.86
	Music	7101449.50
	Mystery	-5118667.67
	Romance	15980541.24
	Science Fiction	25250950.82
	Thriller	22912103.54
	War	132372939.50
	Western	5136856.00
1986	Action	30951335.47
	Adventure	36833629.00
	Animation	22667606.71
	Comedy	19368143.51
	Crime	9676619.78
	Drama	21579030.90
	Family	20548979.62
	Fantasy	-475929.27
	History	-5260659.00
	Horror	8240100.03
	Music	5524080.83
	Mystery	12278709.71
	Romance	24244475.20
	Science Fiction	15826897.14
	Thriller	13894885.57
	War	40063645.50
	Western	-25000000.00
1987	Action	26745020.59
	Adventure	23125639.65
	Animation	-500000.00
	Comedy	29222242.07
	Crime	31134708.38
	Drama	21680246.63
	Family	20648652.44
	Fantasy	13477974.94
	History	11418228.00
	Horror	19342749.88
	Music	65743724.75
	Mystery	6226606.57
	Romance	34318518.83
	Science Fiction	11408350.50
	TV Movie	0.00
	Thriller	31767465.04
	War	19353241.67
	Western	0.00
1988	Action	13355459.03
	Adventure	34552451.80
	Animation	47423543.43
	Comedy	25391163.03
	Crime	24180576.48
	Documentary	-382151.20
	Drama	22447362.59
	Family	33002400.65
	Fantasy	31647125.50
	Foreign	-8091203.00
	History	-2951890.00
	Horror	4667095.53
	Music	-3749306.62
	Mystery	3407613.78
	Romance	38025747.95
	Science Fiction	314135.44
	TV Movie	0.00
	Thriller	12357380.30
	War	20597716.67
1989	Action	50249047.24
	Adventure	59384102.17
	Animation	36928701.20
	Comedy	33438454.16
	Crime	22373280.68
	Documentary	0.00
	Drama	21797957.04
	Family	72522772.35
	Fantasy	42709045.12
	Foreign	0.00
	History	-1007170.75
	Horror	6478678.36
	Music	-4583333.33
	Mystery	15344365.88
	Romance	21892563.41
	Science Fiction	39209025.24
	Thriller	19154059.46
	War	35750345.00
	Western	0.00
1990	Action	29425981.08
	Adventure	48973039.61
	Animation	-2499879.75
	Comedy	37259838.31
	Crime	19814253.23
	Documentary	3279620.00
	Drama	28472699.92
	Family	70889162.83
	Fantasy	41470757.62
	Foreign	0.00
	History	4660602.50
	Horror	7096276.23
	Music	4404050.50
	Mystery	53791672.50
	Romance	54753494.89
	Science Fiction	39968201.83
	TV Movie	0.00
	Thriller	30218934.65
	War	-16500000.00
	Western	134069616.00
1991	Action	32538223.38
	Adventure	33584391.52
	Animation	115335979.33
	Comedy	16591816.97
	Crime	47957433.00
	Documentary	9.67
	Drama	19918870.76
	Family	36146819.24
	Fantasy	36862698.26
	Foreign	5205188.67
	History	165405498.00
	Horror	1738406.77
	Music	48231131.71
	Mystery	10099555.11
	Romance	35471446.58
	Science Fiction	35477603.38
	Thriller	36461956.68
	War	77548082.00
	Western	49016895.50
1992	Action	39630277.29
	Adventure	83337259.71
	Animation	130717925.50
	Comedy	39675134.02
	Crime	40999638.52
	Documentary	-4000000.00
	Drama	26793252.26
	Family	70915001.31
	Fantasy	63348221.71
	Foreign	-546761.00
	History	-6283209.25
	Horror	24156114.81
	Music	99471151.33
	Mystery	24610721.50
	Romance	33752264.55
	Science Fiction	30288999.75
	Thriller	45539563.84
	War	7534961.00
	Western	111470643.50
1993	Action	22862764.06
	Adventure	67381941.92
	Animation	12190619.50
	Comedy	22889646.15
	Crime	23781477.39
	Documentary	0.00
	Drama	28364491.48
	Family	34294815.24
	Fantasy	15623697.31
	Foreign	-3239916.20
	History	36562996.50
	Horror	1332058.89
	Music	4817482.17
	Mystery	77364417.93
	Romance	16358072.62
	Science Fiction	53289789.33
	Thriller	31253072.80
	War	66669765.50
	Western	2380228.33
1994	Action	21306560.93
	Adventure	15511444.82
	Animation	83141123.88
	Comedy	22799435.76
	Crime	48250394.77
	Documentary	5152653.00
	Drama	29486750.65
	Family	33859135.03
	Fantasy	35199635.29
	Foreign	-3433333.33
	History	-4037514.33
	Horror	16016963.08
	Music	0.00
	Mystery	32183247.90
	Romance	48403447.23
	Science Fiction	13938992.70
	TV Movie	0.00
	Thriller	36493921.58
	War	38578351.33
	Western	13491414.75
1995	Action	60679858.28
	Adventure	33722456.47
	Animation	90624431.14
	Comedy	27538375.90
	Crime	64422864.71
	Documentary	0.00
	Drama	39158787.89
	Family	43549621.21
	Fantasy	56674702.29
	Foreign	0.00
	History	8294881.71
	Horror	4902048.16
	Mystery	111213961.93
	Romance	15780173.14
	Science Fiction	41149282.28
	TV Movie	0.00
	Thriller	53585272.61
	War	23600000.00
	Western	-7482513.33
1996	Action	59337219.31
	Adventure	72042765.07
	Animation	17210099.12
	Comedy	13621186.92
	Crime	28456820.32
	Documentary	888706.00
	Drama	18630416.83
	Family	13103349.13
	Fantasy	20882182.91
	Foreign	0.00
	History	12441083.60
	Horror	7782008.65
	Music	27998396.00
	Mystery	27209287.77
	Romance	16808551.41
	Science Fiction	42862147.96
	TV Movie	18500000.00
	Thriller	24727954.51
	War	86612414.33
1997	Action	31377815.54
	Adventure	42460289.83
	Animation	22635673.00
	Comedy	26448646.05
	Crime	21521533.00
	Documentary	20000000.00
	Drama	27971837.83
	Family	6332063.58
	Fantasy	26751913.29
	Foreign	103574.67
	History	11842679.29
	Horror	29845471.00
	Music	11641659.25
	Mystery	27420310.67
	Romance	66481306.66
	Science Fiction	47403310.28
	TV Movie	0.00
	Thriller	48744435.25
	War	61457682.00
1998	Action	27162410.35
	Adventure	35046931.95
	Animation	51161347.06
	Comedy	25573700.77
	Crime	18497444.53
	Documentary	25482473.33
	Drama	15600437.70
	Family	27846850.03
	Fantasy	14195315.23
	Foreign	0.00
	History	109790318.71
	Horror	4481181.43
	Music	9605845.50
	Mystery	12057848.89
	Romance	34613767.15
	Science Fiction	31164596.04
	TV Movie	0.00
	Thriller	24363099.25
	War	132511785.67
	Western	155288523.00
1999	Action	50339708.37
	Adventure	74293044.30
	Animation	24295311.85
	Comedy	17309759.24
	Crime	42030121.45
	Documentary	-1842000.00
	Drama	18730785.81
	Family	6936833.17
	Fantasy	33594458.78
	Foreign	0.00
	History	-13181954.71
	Horror	25876671.73
	Music	-2025086.00
	Mystery	64302934.54
	Romance	15275934.40
	Science Fiction	44854735.24
	TV Movie	0.00
	Thriller	32019611.21
	War	-7129008.00
	Western	-14121634.67
2000	Action	37897175.62
	Adventure	59418339.14
	Animation	13825445.48
	Comedy	24520244.72
	Crime	24691553.81
	Documentary	0.00
	Drama	14855884.98
	Family	19581307.79
	Fantasy	20033891.57
	Foreign	-5861003.00
	History	20323585.50
	Horror	11913101.43
	Music	13594278.80
	Mystery	9930110.43
	Romance	10036486.11
	Science Fiction	-334863.58
	TV Movie	0.00
	Thriller	22923296.37
	War	34392151.40
	Western	-27533847.50
2001	Action	42334608.15
	Adventure	82782190.20
	Animation	47166189.94
	Comedy	25076926.59
	Crime	33104855.26
	Documentary	0.00
	Drama	20890373.41
	Family	71835225.65
	Fantasy	121318633.12
	Foreign	0.00
	History	33005407.08
	Horror	36166439.52
	Music	23790602.00
	Mystery	21839244.82
	Romance	35775048.49
	Science Fiction	28979505.68
	TV Movie	0.00
	Thriller	34788309.88
	War	49615539.08
	Western	-10660543.50
2002	Action	56419850.14
	Adventure	82591597.76
	Animation	25039187.43
	Comedy	24759137.17
	Crime	32343348.07
	Documentary	3018941.80
	Drama	19754625.41
	Family	39787379.82
	Fantasy	128246805.85
	Foreign	4582104.73
	History	4000468.38
	Horror	22028368.97
	Music	74094631.25
	Mystery	40175368.07
	Romance	20845349.02
	Science Fiction	64398594.89
	TV Movie	-3333333.33
	Thriller	20675212.14
	War	4790187.86
	Western	42563539.00
2003	Action	62645108.45
	Adventure	75475453.73
	Animation	25331358.17
	Comedy	28026918.95
	Crime	29469171.72
	Documentary	3032107.45
	Drama	12850605.45
	Family	32923563.80
	Fantasy	88092816.41
	Foreign	0.00
	History	37202764.44
	Horror	17442854.88
	Music	16214110.27
	Mystery	17486535.32
	Romance	14972619.20
	Science Fiction	39049471.34
	TV Movie	0.00
	Thriller	33832401.52
	War	31691921.88
	Western	6154945.00
2004	Action	42614964.75
	Adventure	89132818.27
	Animation	88560400.30
	Comedy	25465251.12
	Crime	24306880.00
	Documentary	12956893.58
	Drama	20139441.94
	Family	67201106.10
	Fantasy	135199986.32
	Foreign	833860.29
	History	5309954.14
	Horror	26880471.31
	Music	-1950963.46
	Mystery	34425323.56
	Romance	18662894.92
	Science Fiction	49711968.06
	TV Movie	0.00
	Thriller	29858424.89
	War	33399482.75
	Western	-25232161.14
2005	Action	32379154.19
	Adventure	70756754.32
	Animation	40307312.15
	Comedy	22147617.44
	Crime	15680793.69
	Documentary	316012.71
	Drama	17180823.51
	Family	51714774.93
	Fantasy	64388182.00
	Foreign	-57761.30
	History	19308745.70
	Horror	17915983.45
	Music	16848210.46
	Mystery	12485711.07
	Romance	27892262.13
	Science Fiction	63536368.00
	TV Movie	0.00
	Thriller	22759650.24
	War	2339931.60
	Western	32218107.00
2006	Action	38048623.21
	Adventure	64895200.09
	Animation	39047734.97
	Comedy	24944308.17
	Crime	21551432.96
	Documentary	6772940.00
	Drama	12994800.14
	Family	35281751.28
	Fantasy	57967661.44
	Foreign	-250.00
	History	6680655.25
	Horror	9281245.57
	Music	31348176.33
	Mystery	26821791.50
	Romance	14888539.91
	Science Fiction	7707033.77
	TV Movie	-1275000.00
	Thriller	24651056.85
	War	3074035.29
	Western	-16803693.00
2007	Action	45977444.05
	Adventure	83916731.08
	Animation	67147670.53
	Comedy	30674848.55
	Crime	16700048.40
	Documentary	5229344.63
	Drama	13953425.42
	Family	80470561.73
	Fantasy	93461583.43
	Foreign	-1978098.12
	History	10272090.15
	Horror	16102357.11
	Music	40089857.40
	Mystery	56994329.94
	Romance	16750359.12
	Science Fiction	26902035.44
	TV Movie	0.00
	Thriller	19789641.17
	War	54239461.67
	Western	-4254397.40
2008	Action	47642764.40
	Adventure	55016526.81
	Animation	51907242.58
	Comedy	21483012.43
	Crime	31258696.85
	Documentary	321262.23
	Drama	16736384.02
	Family	44483026.14
	Fantasy	51441997.77
	Foreign	5591672.11
	History	7683159.88
	Horror	1813709.86
	Music	6433060.95
	Mystery	14934154.93
	Romance	35814305.61
	Science Fiction	20509952.40
	TV Movie	0.00
	Thriller	26262034.39
	War	7426139.56
	Western	-3394303.00
2009	Action	57555510.74
	Adventure	113364919.74
	Animation	48862898.25
	Comedy	24741982.81
	Crime	11016642.31
	Documentary	-1603933.56
	Drama	15209056.89
	Family	62009322.10
	Fantasy	96235822.10
	Foreign	-1032352.94
	History	3519452.88
	Horror	7410959.73
	Music	36892810.65
	Mystery	14554527.10
	Romance	26014869.54
	Science Fiction	70332541.30
	TV Movie	-1500000.00
	Thriller	13872156.61
	War	20431563.08
2010	Action	34571030.36
	Adventure	98125646.68
	Animation	58455658.64
	Comedy	23154807.88
	Crime	13490412.32
	Documentary	187417.77
	Drama	13510589.18
	Family	98999767.49
	Fantasy	83235328.52
	Foreign	-1185845.38
	History	14883053.71
	Horror	9365626.05
	Music	-700418.90
	Mystery	45215039.97
	Romance	22446537.11
	Science Fiction	42764127.84
	TV Movie	-312500.00
	Thriller	14726113.06
	War	-8446301.57
	Western	-39203367.00
2011	Action	51968078.25
	Adventure	113343224.56
	Animation	63420098.93
	Comedy	27241358.72
	Crime	25395271.62
	Documentary	2567196.82
	Drama	10830976.52
	Family	65483435.47
	Fantasy	94486677.85
	Foreign	-403761.43
	History	12320119.38
	Horror	5780349.65
	Music	31950506.88
	Mystery	33299398.66
	Romance	25097807.63
	Science Fiction	52067849.62
	TV Movie	0.00
	Thriller	19873485.57
	War	7767908.11
	Western	41056818.67
2012	Action	71910257.42
	Adventure	162549574.30
	Animation	69231546.88
	Comedy	25631999.14
	Crime	29522925.56
	Documentary	1102306.59
	Drama	23418944.87
	Family	69321493.02
	Fantasy	122245621.97
	Foreign	0.00
	History	6216918.77
	Horror	6799669.93
	Music	27459603.59
	Mystery	11465554.36
	Romance	24848927.86
	Science Fiction	63413513.69
	TV Movie	0.00
	Thriller	22469518.87
	War	23710293.60
	Western	77092059.50
2013	Action	47431725.63
	Adventure	100638113.40
	Animation	93718795.26
	Comedy	25068455.09
	Crime	23248589.51
	Documentary	321880.23
	Drama	13344942.61
	Family	89321956.44
	Fantasy	79363628.00
	History	23672850.86
	Horror	14019309.13
	Music	78735.10
	Mystery	3487391.55
	Romance	8434191.75
	Science Fiction	80084403.89
	TV Movie	-200000.00
	Thriller	22021043.09
	War	21060731.29
	Western	-57224233.33
2014	Action	69943650.02
	Adventure	120373306.99
	Animation	64313463.25
	Comedy	26648786.86
	Crime	5903014.23
	Documentary	13104.14
	Drama	13697098.67
	Family	56295182.74
	Fantasy	112966482.64
	History	22025802.13
	Horror	6162654.75
	Music	12672735.79
	Mystery	21897562.89
	Romance	15024969.25
	Science Fiction	86164859.40
	TV Movie	0.00
	Thriller	20129150.27
	War	60608265.09
	Western	-2261668.50
2015	Action	90399046.75
	Adventure	144787868.97
	Animation	83691174.38
	Comedy	33703819.07
	Crime	61286524.37
	Documentary	531061.86
	Drama	16315310.44
	Family	85974520.75
	Fantasy	86576948.30
	History	4193780.27
	Horror	5394573.38
	Music	17045008.30
	Mystery	10063931.67
	Romance	22447977.18
	Science Fiction	83321303.52
	TV Movie	-150000.00
	Thriller	32869106.85
	War	54677314.33
	Western	72856619.00

	id	imdb_id	popularity	budget	revenue	original_title	cast	homepage	director	tagline	keywords	overview	runtime	genres	production_companies	release_date	vote_count	vote_average	release_year	budget_adj	revenue_adj
0	135397	tt0369610	32.985763	150000000	1513528810	Jurassic World	Chris Pratt\|Bryce Dallas Howard\|Irrfan Khan\|Vi...	http://www.jurassicworld.com/	Colin Trevorrow	The park is open.	monster\|dna\|tyrannosaurus rex\|velociraptor\|island	Twenty-two years after the events of Jurassic ...	124	Action\|Adventure\|Science Fiction\|Thriller	Universal Studios\|Amblin Entertainment\|Legenda...	6/9/2015	5562	6.5	2015	1.379999e+08	1.392446e+09
1	76341	tt1392190	28.419936	150000000	378436354	Mad Max: Fury Road	Tom Hardy\|Charlize Theron\|Hugh Keays-Byrne\|Nic...	http://www.madmaxmovie.com/	George Miller	What a Lovely Day.	future\|chase\|post-apocalyptic\|dystopia\|australia	An apocalyptic story set in the furthest reach...	120	Action\|Adventure\|Science Fiction\|Thriller	Village Roadshow Pictures\|Kennedy Miller Produ...	5/13/2015	6185	7.1	2015	1.379999e+08	3.481613e+08
2	262500	tt2908446	13.112507	110000000	295238201	Insurgent	Shailene Woodley\|Theo James\|Kate Winslet\|Ansel...	http://www.thedivergentseries.movie/#insurgent	Robert Schwentke	One Choice Can Destroy You	based on novel\|revolution\|dystopia\|sequel\|dyst...	Beatrice Prior must confront her inner demons ...	119	Adventure\|Science Fiction\|Thriller	Summit Entertainment\|Mandeville Films\|Red Wago...	3/18/2015	2480	6.3	2015	1.012000e+08	2.716190e+08
3	140607	tt2488496	11.173104	200000000	2068178225	Star Wars: The Force Awakens	Harrison Ford\|Mark Hamill\|Carrie Fisher\|Adam D...	http://www.starwars.com/films/star-wars-episod...	J.J. Abrams	Every generation has a story.	android\|spaceship\|jedi\|space opera\|3d	Thirty years after defeating the Galactic Empi...	136	Action\|Adventure\|Science Fiction\|Fantasy	Lucasfilm\|Truenorth Productions\|Bad Robot	12/15/2015	5292	7.5	2015	1.839999e+08	1.902723e+09
4	168259	tt2820852	9.335014	190000000	1506249360	Furious 7	Vin Diesel\|Paul Walker\|Jason Statham\|Michelle ...	http://www.furious7.com/	James Wan	Vengeance Hits Home	car race\|speed\|revenge\|suspense\|car	Deckard Shaw seeks revenge against Dominic Tor...	137	Action\|Crime\|Thriller	Universal Pictures\|Original Film\|Media Rights ...	4/1/2015	2947	7.3	2015	1.747999e+08	1.385749e+09
5	281957	tt1663202	9.110700	135000000	532950503	The Revenant	Leonardo DiCaprio\|Tom Hardy\|Will Poulter\|Domhn...	http://www.foxmovies.com/movies/the-revenant	Alejandro GonzÃ¡lez IÃ±Ã¡rritu	(n. One who has returned, as if from the dead.)	father-son relationship\|rape\|based on novel\|mo...	In the 1820s, a frontiersman, Hugh Glass, sets...	156	Western\|Drama\|Adventure\|Thriller	Regency Enterprises\|Appian Way\|CatchPlay\|Anony...	12/25/2015	3929	7.2	2015	1.241999e+08	4.903142e+08
6	87101	tt1340138	8.654359	155000000	440603537	Terminator Genisys	Arnold Schwarzenegger\|Jason Clarke\|Emilia Clar...	http://www.terminatormovie.com/	Alan Taylor	Reset the future	saving the world\|artificial intelligence\|cybor...	The year is 2029. John Connor, leader of the r...	125	Science Fiction\|Action\|Thriller\|Adventure	Paramount Pictures\|Skydance Productions	6/23/2015	2598	5.8	2015	1.425999e+08	4.053551e+08
7	286217	tt3659388	7.667400	108000000	595380321	The Martian	Matt Damon\|Jessica Chastain\|Kristen Wiig\|Jeff ...	http://www.foxmovies.com/movies/the-martian	Ridley Scott	Bring Him Home	based on novel\|mars\|nasa\|isolation\|botanist	During a manned mission to Mars, Astronaut Mar...	141	Drama\|Adventure\|Science Fiction	Twentieth Century Fox Film Corporation\|Scott F...	9/30/2015	4572	7.6	2015	9.935996e+07	5.477497e+08
8	211672	tt2293640	7.404165	74000000	1156730962	Minions	Sandra Bullock\|Jon Hamm\|Michael Keaton\|Allison...	http://www.minionsmovie.com/	Kyle Balda\|Pierre Coffin	Before Gru, they had a history of bad bosses	assistant\|aftercreditsstinger\|duringcreditssti...	Minions Stuart, Kevin and Bob are recruited by...	91	Family\|Animation\|Adventure\|Comedy	Universal Pictures\|Illumination Entertainment	6/17/2015	2893	6.5	2015	6.807997e+07	1.064192e+09
9	150540	tt2096673	6.326804	175000000	853708609	Inside Out	Amy Poehler\|Phyllis Smith\|Richard Kind\|Bill Ha...	http://movies.disney.com/inside-out	Pete Docter	Meet the little voices inside your head.	dream\|cartoon\|imaginary friend\|animation\|kid	Growing up can be a bumpy road, and it's no ex...	94	Comedy\|Animation\|Family	Walt Disney Pictures\|Pixar Animation Studios\|W...	6/9/2015	3935	8.0	2015	1.609999e+08	7.854116e+08
10	206647	tt2379713	6.200282	245000000	880674609	Spectre	Daniel Craig\|Christoph Waltz\|LÃ©a Seydoux\|Ralp...	http://www.sonypictures.com/movies/spectre/	Sam Mendes	A Plan No One Escapes	spy\|based on novel\|secret agent\|sequel\|james bond	A cryptic message from Bondâ€™s past sends him...	148	Action\|Adventure\|Crime	Columbia Pictures\|Danjaq\|B24	10/26/2015	3254	6.2	2015	2.253999e+08	8.102203e+08
11	76757	tt1617661	6.189369	176000003	183987723	Jupiter Ascending	Mila Kunis\|Channing Tatum\|Sean Bean\|Eddie Redm...	http://www.jupiterascending.com	Lana Wachowski\|Lilly Wachowski	Expand your universe.	jupiter\|space\|woman director\|3d\|interspecies r...	In a universe where human genetic material is ...	124	Science Fiction\|Fantasy\|Action\|Adventure	Village Roadshow Pictures\|Dune Entertainment\|A...	2/4/2015	1937	5.2	2015	1.619199e+08	1.692686e+08
12	264660	tt0470752	6.118847	15000000	36869414	Ex Machina	Domhnall Gleeson\|Alicia Vikander\|Oscar Isaac\|S...	http://exmachina-movie.com/	Alex Garland	There is nothing more human than the will to s...	dancing\|artificial intelligence\|helicopter\|dis...	Caleb, a 26 year old coder at the world's larg...	108	Drama\|Science Fiction	DNA Films\|Universal Pictures International (UP...	1/21/2015	2854	7.6	2015	1.379999e+07	3.391985e+07
13	257344	tt2120120	5.984995	88000000	243637091	Pixels	Adam Sandler\|Michelle Monaghan\|Peter Dinklage\|...	http://www.pixels-movie.com/	Chris Columbus	Game On.	video game\|nerd\|alien attack\|3d\|pixels	Video game experts are recruited by the milita...	105	Action\|Comedy\|Science Fiction	Columbia Pictures\|Happy Madison Productions	7/16/2015	1575	5.8	2015	8.095996e+07	2.241460e+08
14	99861	tt2395427	5.944927	280000000	1405035767	Avengers: Age of Ultron	Robert Downey Jr.\|Chris Hemsworth\|Mark Ruffalo...	http://marvel.com/movies/movie/193/avengers_ag...	Joss Whedon	A New Age Has Come.	marvel comic\|comic\|sequel\|superhero\|vision	When Tony Stark tries to jumpstart a dormant p...	141	Action\|Adventure\|Science Fiction	Marvel Studios\|Prime Focus\|Revolution Sun Studios	4/22/2015	4304	7.4	2015	2.575999e+08	1.292632e+09
15	273248	tt3460252	5.898400	44000000	155760117	The Hateful Eight	Samuel L. Jackson\|Kurt Russell\|Jennifer Jason ...	http://thehatefuleight.com/	Quentin Tarantino	No one comes up here without a damn good reason.	bounty hunter\|wyoming\|mountains\|hangman\|voice ...	Bounty hunters seek shelter from a raging bliz...	167	Crime\|Drama\|Mystery\|Western	Double Feature Films\|The Weinstein Company\|Fil...	12/25/2015	2389	7.4	2015	4.047998e+07	1.432992e+08
16	260346	tt2446042	5.749758	48000000	325771424	Taken 3	Liam Neeson\|Forest Whitaker\|Maggie Grace\|Famke...	http://www.taken3movie.com/	Olivier Megaton	It Ends Here	revenge\|murder\|on the run\|fugitive\|framed	Ex-government operative Bryan Mills finds his ...	109	Crime\|Action\|Thriller	Twentieth Century Fox Film Corporation\|M6 Film...	1/1/2015	1578	6.1	2015	4.415998e+07	2.997096e+08
17	102899	tt0478970	5.573184	130000000	518602163	Ant-Man	Paul Rudd\|Michael Douglas\|Evangeline Lilly\|Cor...	http://marvel.com/movies/movie/180/ant-man	Peyton Reed	Heroes Don't Get Any Bigger	marvel comic\|superhero\|aftercreditsstinger\|dur...	Armed with the astonishing ability to shrink i...	115	Science Fiction\|Action\|Adventure	Marvel Studios	7/14/2015	3779	7.0	2015	1.195999e+08	4.771138e+08
18	150689	tt1661199	5.556818	95000000	542351353	Cinderella	Lily James\|Cate Blanchett\|Richard Madden\|Helen...	NaN	Kenneth Branagh	Midnight is just the beginning.	cinderella\|magic\|fairy tale\|princess\|shoe	When her father unexpectedly passes away, youn...	112	Romance\|Fantasy\|Family\|Drama	Walt Disney Pictures\|Genre Films\|Beagle Pug Fi...	3/12/2015	1495	6.8	2015	8.739996e+07	4.989630e+08
19	131634	tt1951266	5.476958	160000000	650523427	The Hunger Games: Mockingjay - Part 2	Jennifer Lawrence\|Josh Hutcherson\|Liam Hemswor...	http://www.thehungergames.movie/	Francis Lawrence	The fire will burn forever.	revolution\|strong woman\|dystopia\|game of death\|3d	With the nation of Panem in a full scale war, ...	136	War\|Adventure\|Science Fiction	Studio Babelsberg\|StudioCanal\|Lionsgate\|Walt D...	11/18/2015	2380	6.5	2015	1.471999e+08	5.984813e+08
20	158852	tt1964418	5.462138	190000000	209035668	Tomorrowland	Britt Robertson\|George Clooney\|Raffey Cassidy\|...	http://movies.disney.com/tomorrowland	Brad Bird	Imagine a world where nothing is impossible.	inventor\|apocalypse\|destiny\|imax\|dreamer	Bound by a shared destiny, a bright, optimisti...	130	Action\|Family\|Science Fiction\|Adventure\|Mystery	Walt Disney Pictures\|Babieka\|A113	5/19/2015	1899	6.2	2015	1.747999e+08	1.923127e+08
21	307081	tt1798684	5.337064	30000000	91709827	Southpaw	Jake Gyllenhaal\|Rachel McAdams\|Forest Whitaker...	NaN	Antoine Fuqua	Believe in Hope.	sport	Billy "The Great" Hope, the reigning junior mi...	123	Action\|Drama	Escape Artists\|Riche-Ludwig Productions	6/15/2015	1386	7.3	2015	2.759999e+07	8.437300e+07
22	254128	tt2126355	4.907832	110000000	470490832	San Andreas	Dwayne Johnson\|Alexandra Daddario\|Carla Gugino...	http://www.sanandreasmovie.com/	Brad Peyton	A rescue pilot survived an earthquake, this is...	california\|earthquake\|catastrophe\|disaster fil...	In the aftermath of a massive earthquake in Ca...	114	Action\|Drama\|Thriller	New Line Cinema\|Village Roadshow Pictures\|Warn...	5/27/2015	2060	6.1	2015	1.012000e+08	4.328514e+08
23	216015	tt2322441	4.710402	40000000	569651467	Fifty Shades of Grey	Dakota Johnson\|Jamie Dornan\|Jennifer Ehle\|Eloi...	https://www.facebook.com/fiftyshadesofgreymovie	Sam Taylor-Johnson	Are you curious?	based on novel\|billionaire\|bdsm\|woman director...	When college senior Anastasia Steele steps in ...	125	Drama\|Romance	Focus Features\|Trigger Street Productions\|Mich...	2/11/2015	1865	5.3	2015	3.679998e+07	5.240791e+08
24	318846	tt1596363	4.648046	28000000	133346506	The Big Short	Christian Bale\|Steve Carell\|Ryan Gosling\|Brad ...	http://www.thebigshortmovie.com/	Adam McKay	This is a true story.	bank\|fraud\|biography\|wall street\|finances	The men who made millions from a global econom...	130	Comedy\|Drama	Paramount Pictures\|Plan B Entertainment\|Regenc...	12/11/2015	1545	7.3	2015	2.575999e+07	1.226787e+08
25	177677	tt2381249	4.566713	150000000	682330139	Mission: Impossible - Rogue Nation	Tom Cruise\|Jeremy Renner\|Simon Pegg\|Rebecca Fe...	http://www.missionimpossible.com	Christopher McQuarrie	Desperate Times. Desperate Measures.	spy\|sequel\|mission	Ethan and team take on their most impossible m...	131	Action	Paramount Pictures\|Skydance Productions\|China ...	7/23/2015	2349	7.1	2015	1.379999e+08	6.277435e+08
26	214756	tt2637276	4.564549	68000000	215863606	Ted 2	Mark Wahlberg\|Seth MacFarlane\|Amanda Seyfried\|...	NaN	Seth MacFarlane	Ted is Coming, Again.	sperm bank\|sequel\|buddy\|courthouse\|teddy bear	Newlywed couple Ted and Tami-Lynn want to have...	115	Comedy	Universal Pictures\|Media Rights Capital\|Fuzzy ...	6/25/2015	1666	6.3	2015	6.255997e+07	1.985944e+08
27	207703	tt2802144	4.503789	81000000	403802136	Kingsman: The Secret Service	Taron Egerton\|Colin Firth\|Samuel L. Jackson\|Mi...	http://www.kingsmanmovie.com/	Matthew Vaughn	Manners maketh man.	spy\|great britain\|secret organization\|secret a...	The story of a super-secret spy organization t...	130	Crime\|Comedy\|Action\|Adventure	Twentieth Century Fox Film Corporation\|Marv Fi...	1/24/2015	3833	7.6	2015	7.451997e+07	3.714978e+08
28	314365	tt1895587	4.062293	20000000	88346473	Spotlight	Mark Ruffalo\|Michael Keaton\|Rachel McAdams\|Lie...	http://www.spotlightthefilm.com	Tom McCarthy	Break the story. Break the silence.	child abuse\|journalism\|judge\|florida\|boston	The true story of how The Boston Globe uncover...	128	Drama\|Thriller\|History	Participant Media\|Open Road Films\|Anonymous Co...	11/6/2015	1559	7.8	2015	1.839999e+07	8.127872e+07
29	294254	tt4046784	3.968891	61000000	311256926	Maze Runner: The Scorch Trials	Dylan O'Brien\|Kaya Scodelario\|Thomas Brodie-Sa...	http://mazerunnermovies.com	Wes Ball	The Maze Was Just the Beginning.	based on novel\|resistance\|maze\|post-apocalypti...	Thomas and his fellow Gladers face their great...	132	Action\|Science Fiction\|Thriller	Gotham Group\|Temple Hill Entertainment\|TSG Ent...	9/9/2015	1849	6.4	2015	5.611998e+07	2.863562e+08
30	280996	tt3168230	3.927333	0	29355203	Mr. Holmes	Ian McKellen\|Milo Parker\|Laura Linney\|Hattie M...	http://www.mrholmesfilm.com/	Bill Condon	The man behind the myth	london\|detective\|sherlock holmes	The story is set in 1947, following a long-ret...	103	Mystery\|Drama	BBC Films\|See-Saw Films\|FilmNation Entertainme...	6/19/2015	425	6.4	2015	0.000000e+00	2.700677e+07
31	198184	tt1823672	3.899557	49000000	102069268	Chappie	Sharlto Copley\|Dev Patel\|Ninja\|Yolandi Visser\|...	http://www.chappie-movie.com	Neill Blomkamp	I am consciousness. I am alive. I am Chappie.	artificial intelligence\|android\|robot\|near fut...	Every child comes into the world full of promi...	120	Crime\|Action\|Science Fiction	Columbia Pictures\|Media Rights Capital\|Sony Pi...	3/4/2015	1990	6.6	2015	4.507998e+07	9.390369e+07
32	254470	tt2848292	3.877764	29000000	287506194	Pitch Perfect 2	Anna Kendrick\|Rebel Wilson\|Hailee Steinfeld\|Br...	NaN	Elizabeth Banks	We're back pitches	music\|sequel\|singer\|male female relationship\|a...	The Bellas are back, and they are better than ...	115	Comedy\|Music	Universal Pictures\|Gold Circle Films\|Brownston...	5/7/2015	1264	6.8	2015	2.667999e+07	2.645056e+08
33	296098	tt3682448	3.648210	40000000	162610473	Bridge of Spies	Tom Hanks\|Mark Rylance\|Amy Ryan\|Alan Alda\|Seba...	NaN	Steven Spielberg	In the shadow of war, one man showed the world...	spy\|cia\|cold war\|pilot\|lawyer	During the Cold War, the Soviet Union captures...	141	Thriller\|Drama	DreamWorks SKG\|Amblin Entertainment\|Studio Bab...	10/15/2015	1638	7.1	2015	3.679998e+07	1.496016e+08
34	257445	tt1051904	3.644541	58000000	150170815	Goosebumps	Jack Black\|Dylan Minnette\|Odeya Rush\|Amy Ryan\|...	http://www.goosebumps-movie.com/	Rob Letterman	The stories are alive.	based on novel\|magic\|fantasy\|family\|3d	A teenager teams up with the daughter of young...	103	Adventure\|Horror\|Comedy	Columbia Pictures\|Original Film\|Scholastic Ent...	8/5/2015	600	6.2	2015	5.335998e+07	1.381571e+08
35	264644	tt3170832	3.557846	6000000	35401758	Room	Brie Larson\|Jacob Tremblay\|Joan Allen\|Sean Bri...	http://www.roomthemovie.com	Lenny Abrahamson	Love knows no boundaries	based on novel\|carpet\|isolation\|imprisonment\|g...	Jack is a young boy of 5 years old who has liv...	117	Drama\|Thriller	Element Pictures\|No Trace Camping\|A24\|Duperele...	10/16/2015	1520	8.0	2015	5.519998e+06	3.256960e+07
36	339527	tt1291570	3.358321	0	22354572	Solace	Abbie Cornish\|Jeffrey Dean Morgan\|Colin Farrel...	NaN	Afonso Poyart	A serial killer who can see your future, a psy...	thriller\|serial killer\|psychic\|fbi agent\|intrigue	A psychic doctor, John Clancy, works with an F...	101	Crime\|Drama\|Mystery	Eden Rock Media\|FilmNation Entertainment\|Flynn...	9/3/2015	474	6.2	2015	0.000000e+00	2.056620e+07
37	105864	tt1979388	3.339135	175000000	331926147	The Good Dinosaur	Raymond Ochoa\|Jack Bright\|Jeffrey Wright\|Franc...	http://movies.disney.com/the-good-dinosaur	Peter Sohn	Little Arms With Big Attitude	tyrannosaurus rex\|friends\|animation\|alternate ...	An epic journey into the world of dinosaurs wh...	93	Adventure\|Animation\|Comedy\|Family\|Fantasy	Walt Disney Pictures\|Pixar Animation Studios\|B...	11/14/2015	1087	6.6	2015	1.609999e+08	3.053719e+08
38	241554	tt2199571	3.237370	50000000	71561644	Run All Night	Liam Neeson\|Ed Harris\|Joel Kinnaman\|Boyd Holbr...	NaN	Jaume Collet-Serra	No sin goes unpunished	hitman\|revenge\|murder\|on the run\|mobster	Brooklyn mobster and prolific hit man Jimmy Co...	114	Action\|Crime\|Drama\|Mystery\|Thriller	Vertigo Entertainment\|Energy Entertainment\|Rat...	3/11/2015	814	6.3	2015	4.599998e+07	6.583668e+07
39	167073	tt2381111	3.227329	11000000	62076141	Brooklyn	Saoirse Ronan\|Domhnall Gleeson\|Emory Cohen\|Emi...	http://www.foxsearchlight.com/brooklyn/	John Crowley	Two countries, two loves, one heart	love triangle\|based on novel\|homesickness\|voro...	In 1950s Ireland and New York, young Ellis Lac...	111	Drama\|Romance	Wildgaze Films\|Irish Film Board\|Item 7\|Paralle...	11/4/2015	754	7.3	2015	1.012000e+07	5.711002e+07